current parameter status : 
sigma 2.0972 False
beta 0.97 False
phi 0.3041 False
psi 0.1689 False
delta_h1 0.0024 True
delta_h2 3.4345 True
eta 0.0 False
tfp 0.7951 True
price 0.6426 True
risk 0.0 False
-- 
number of parameters:  10
number of free parameters:  4
current parameter status : 
sigma 2.0972 False
beta 0.97 False
phi 0.3041 False
psi 0.1689 False
delta_h1 0.0024 True
delta_h2 3.4345 True
eta 0.0 False
tfp 0.7951 True
price 0.6426 True
risk 0.0 False
- using these moments:
mshare 0.07812250000000001 0.001997734289947761
trans_fromgood 0.9647473312433346 0.005239327914156343
trans_frombad 0.3574880248581171 0.04396049864000211
grad2 1.026433692323439 0.028046802954318113
grad3 0.998900208704609 0.03144038177722934
grad4 1.0525794696821822 0.026535103898256047
tfp 0.6402592229336113 0.004734013487925457
f =  56.182447020726784 , pars =  [2.35301353e-03 3.43449440e+00 7.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07174714313956972
trans_fromgood 0.9647473312433346 0.967758292450916
trans_frombad 0.3574880248581171 0.4158469124222111
grad2 1.026433692323439 1.0982684542665333
grad3 0.998900208704609 1.1257417197458692
grad4 1.0525794696821822 1.1377620903805763
tfp 0.6402592229336113 0.6247274481022539
f =  113.73904645833863 , pars =  [0.10235301 3.4344944  0.79509483 0.64258393]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.06138386372448458
trans_fromgood 0.9647473312433346 0.9677582924509163
trans_frombad 0.3574880248581171 0.4459029683329838
grad2 1.026433692323439 1.0626408785127894
grad3 0.998900208704609 1.088347430089423
grad4 1.0525794696821822 1.100747481374532
tfp 0.6402592229336113 0.6160723389365611
f =  80.57914973881729 , pars =  [2.35301353e-03 3.53449440e+00 7.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0655429771841109
trans_fromgood 0.9647473312433346 0.9708264965882164
trans_frombad 0.3574880248581171 0.4151836535818842
grad2 1.026433692323439 1.0889338805530635
grad3 0.998900208704609 1.1143816240563253
grad4 1.0525794696821822 1.1249438216602992
tfp 0.6402592229336113 0.6238838537572904
f =  581.8539970116041 , pars =  [2.35301353e-03 3.43449440e+00 8.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.06521460408017092
trans_fromgood 0.9647473312433346 0.9677582924509166
trans_frombad 0.3574880248581171 0.4910140488333971
grad2 1.026433692323439 1.078268729004679
grad3 0.998900208704609 1.0958537990192478
grad4 1.0525794696821822 1.103721207810763
tfp 0.6402592229336113 0.7475773604648156
f =  55.33065395198625 , pars =  [2.35301353e-03 3.43449440e+00 7.95094826e-01 7.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07987757128251292
trans_fromgood 0.9647473312433346 0.9677582924509158
trans_frombad 0.3574880248581171 0.3834849300117485
grad2 1.026433692323439 1.1086793444368397
grad3 0.998900208704609 1.143073323995448
grad4 1.0525794696821822 1.1572087519663536
tfp 0.6402592229336113 0.6262925010440646
f =  105.68974635535585 , pars =  [-0.09764699  3.4344944   0.79509483  0.64258393]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07994196713924298
trans_fromgood 0.9647473312433346 0.9677582924509175
trans_frombad 0.3574880248581171 0.3483481826776168
grad2 1.026433692323439 1.14680693074696
grad3 0.998900208704609 1.1974321501252072
grad4 1.0525794696821822 1.2119660396902185
tfp 0.6402592229336113 0.6252042949369515
f =  57.72146028096445 , pars =  [2.35301353e-03 3.33449440e+00 7.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07865438464799158
trans_fromgood 0.9647473312433346 0.9643674024676524
trans_frombad 0.3574880248581171 0.41615499375466913
grad2 1.026433692323439 1.108676177379623
grad3 0.998900208704609 1.1392381451044327
grad4 1.0525794696821822 1.1523659266371047
tfp 0.6402592229336113 0.6230595970752689
f =  679.0050861368127 , pars =  [2.35301353e-03 3.43449440e+00 6.95094826e-01 6.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.08026116615019047
trans_fromgood 0.9647473312433346 0.967758292450917
trans_frombad 0.3574880248581171 0.40288076817788016
grad2 1.026433692323439 1.0860413204408839
grad3 0.998900208704609 1.1129025699987056
grad4 1.0525794696821822 1.1259061965736605
tfp 0.6402592229336113 0.5194572904439825
f =  88.88018013147848 , pars =  [2.35301353e-03 3.43449440e+00 7.95094826e-01 5.42583926e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0633645873931867
trans_fromgood 0.9647473312433346 0.9677582924509173
trans_frombad 0.3574880248581171 0.47567568514157665
grad2 1.026433692323439 1.0708417531603043
grad3 0.998900208704609 1.0913244082641134
grad4 1.0525794696821822 1.1002711578159068
tfp 0.6402592229336113 0.6236089652897745
f =  49.9319647981388 , pars =  [-1.40609678e-03  3.39042835e+00  7.99324324e-01  6.95258656e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07925849438831735
trans_fromgood 0.9647473312433346 0.9663057591979977
trans_frombad 0.3574880248581171 0.399137520668771
grad2 1.026433692323439 1.1101010047053288
grad3 0.998900208704609 1.1420468836531292
grad4 1.0525794696821822 1.1557452991666188
tfp 0.6402592229336113 0.6309363860326167
f =  48.71277705171579 , pars =  [-1.18355582e-03  3.39573950e+00  7.99301533e-01  6.93730967e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07880354463715414
trans_fromgood 0.9647473312433346 0.9664842400539441
trans_frombad 0.3574880248581171 0.40124859233611293
grad2 1.026433692323439 1.1080742870152485
grad3 0.998900208704609 1.139313538328697
grad4 1.0525794696821822 1.15275029311826
tfp 0.6402592229336113 0.6298590442605974
f =  46.54371880411561 , pars =  [-4.71177634e-04  3.41316452e+00  7.99163364e-01  6.75818892e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07588210690584547
trans_fromgood 0.9647473312433346 0.9670631937536838
trans_frombad 0.3574880248581171 0.4053661338155462
grad2 1.026433692323439 1.1051358288777262
grad3 0.998900208704609 1.1351082556595617
grad4 1.0525794696821822 1.147959937502897
tfp 0.6402592229336113 0.6303955048063453
f =  48.1656692011009 , pars =  [-7.18721093e-04  3.42315435e+00  7.99314593e-01  6.76164069e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07536356586059341
trans_fromgood 0.9647473312433346 0.9673905888187904
trans_frombad 0.3574880248581171 0.4026138941167007
grad2 1.026433692323439 1.1041142900233198
grad3 0.998900208704609 1.1349639022349078
grad4 1.0525794696821822 1.1478497760725668
tfp 0.6402592229336113 0.6289969497930631
f =  46.435117618121204 , pars =  [2.16693387e-04 3.40667021e+00 7.99315145e-01 6.68247379e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07559884839013757
trans_fromgood 0.9647473312433346 0.9668485960500351
trans_frombad 0.3574880248581171 0.4081234327058207
grad2 1.026433692323439 1.1048395446240042
grad3 0.998900208704609 1.1345115259581302
grad4 1.0525794696821822 1.1472112830200631
tfp 0.6402592229336113 0.6305413804572174
f =  62.89372330093445 , pars =  [1.88026020e-04 3.40694653e+00 7.89326178e-01 6.67868740e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07639076872271928
trans_fromgood 0.9647473312433346 0.9668577549726769
trans_frombad 0.3574880248581171 0.4040440649074988
grad2 1.026433692323439 1.10557454906777
grad3 0.998900208704609 1.1357262947481217
grad4 1.0525794696821822 1.1488143955763004
tfp 0.6402592229336113 0.6186666975763275
f =  42.87839907485921 , pars =  [5.45304322e-04 3.40152838e+00 8.06703150e-01 6.72591446e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07574864161378024
trans_fromgood 0.9647473312433346 0.9666776979821289
trans_frombad 0.3574880248581171 0.4109097048581188
grad2 1.026433692323439 1.1057839286787483
grad3 0.998900208704609 1.1356084387304626
grad4 1.0525794696821822 1.1479610927615937
tfp 0.6402592229336113 0.6395552613586077
f =  42.307246773058985 , pars =  [-0.0087698   3.39242162  0.80622142  0.65742359]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07605031953617068
trans_fromgood 0.9647473312433346 0.9663728540509999
trans_frombad 0.3574880248581171 0.413112345608912
grad2 1.026433692323439 1.104977800211745
grad3 0.998900208704609 1.1351338651087692
grad4 1.0525794696821822 1.147628749150633
tfp 0.6402592229336113 0.6388792572501387
f =  42.66133478635404 , pars =  [-1.18891329e-03  3.37952873e+00  8.05141273e-01  6.44189674e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07508824854402128
trans_fromgood 0.9647473312433346 0.9659364958121827
trans_frombad 0.3574880248581171 0.4191668572549881
grad2 1.026433692323439 1.1038512887027474
grad3 0.998900208704609 1.1330565492041984
grad4 1.0525794696821822 1.1453209174643664
tfp 0.6402592229336113 0.6376993212949976
f =  49.120843752401186 , pars =  [-0.01683418  3.39764053  0.80484132  0.65501026]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07648585517092245
trans_fromgood 0.9647473312433346 0.9665478938190729
trans_frombad 0.3574880248581171 0.41114792504505127
grad2 1.026433692323439 1.1156144074978491
grad3 0.998900208704609 1.1435606038213693
grad4 1.0525794696821822 1.155544662485734
tfp 0.6402592229336113 0.6368987964242686
f =  50.053528800065514 , pars =  [-0.00852635  3.38352708  0.8072817   0.66186247]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07700619132689103
trans_fromgood 0.9647473312433346 0.9660724217314628
trans_frombad 0.3574880248581171 0.40283523577140107
grad2 1.026433692323439 1.1143287925639676
grad3 0.998900208704609 1.1473137751599674
grad4 1.0525794696821822 1.1601610692857258
tfp 0.6402592229336113 0.6389912592913534
f =  42.79470366771934 , pars =  [-3.10617190e-03  3.39120459e+00  8.14097058e-01  6.59525139e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0753064028198163
trans_fromgood 0.9647473312433346 0.9663319039039192
trans_frombad 0.3574880248581171 0.4280672090554003
grad2 1.026433692323439 1.1045612370313025
grad3 0.998900208704609 1.1292679951859792
grad4 1.0525794696821822 1.1406787875959579
tfp 0.6402592229336113 0.6472203136437188
f =  41.50465020282817 , pars =  [-0.00567262  3.39404683  0.81086542  0.64928729]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07475289323945834
trans_fromgood 0.9647473312433346 0.9664274608201017
trans_frombad 0.3574880248581171 0.4294710000674805
grad2 1.026433692323439 1.104010525775196
grad3 0.998900208704609 1.1285633720253576
grad4 1.0525794696821822 1.1397723830265252
tfp 0.6402592229336113 0.6433247909129555
f =  45.553551826873196 , pars =  [-1.88520730e-03  3.38696110e+00  8.10836220e-01  6.43333542e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07404933713617508
trans_fromgood 0.9647473312433346 0.9661887300638453
trans_frombad 0.3574880248581171 0.4160211613168501
grad2 1.026433692323439 1.1042367218913514
grad3 0.998900208704609 1.1341890923865525
grad4 1.0525794696821822 1.1467463285394823
tfp 0.6402592229336113 0.6443392784080526
f =  43.148366692669256 , pars =  [-1.14075354e-03  3.39908235e+00  8.03576554e-01  6.50276340e-01]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07436413763119358
trans_fromgood 0.9647473312433346 0.9665960909970044
trans_frombad 0.3574880248581171 0.41528877612017484
grad2 1.026433692323439 1.1021574090307025
grad3 0.998900208704609 1.1317275999928806
grad4 1.0525794696821822 1.1440469788619951
tfp 0.6402592229336113 0.6361985670829341
f =  43.77215593229901 , pars =  [-0.00593656  3.401091    0.81187141  0.65630854]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0745976196394106
trans_fromgood 0.9647473312433346 0.9666631205853643
trans_frombad 0.3574880248581171 0.41709431849327466
grad2 1.026433692323439 1.103090861431426
grad3 0.998900208704609 1.132090960557256
grad4 1.0525794696821822 1.1441540449870231
tfp 0.6402592229336113 0.6457806106267369
f =  44.620435150974735 , pars =  [-0.00507749  3.39144322  0.80689654  0.65074158]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07513759385198958
trans_fromgood 0.9647473312433346 0.9663399369334551
trans_frombad 0.3574880248581171 0.4139852493642535
grad2 1.026433692323439 1.1065729414128511
grad3 0.998900208704609 1.1368443813124267
grad4 1.0525794696821822 1.1489618674854054
tfp 0.6402592229336113 0.6393591009058701
f =  43.47128862999026 , pars =  [-0.00645956  3.39468314  0.8110276   0.64857172]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0745946943076
trans_fromgood 0.9647473312433346 0.9664488164452738
trans_frombad 0.3574880248581171 0.4169167677851125
grad2 1.026433692323439 1.1035884536256555
grad3 0.998900208704609 1.1331674213539658
grad4 1.0525794696821822 1.1454059897781097
tfp 0.6402592229336113 0.6431659971446633
f =  43.58913380107965 , pars =  [-0.00354445  3.39390522  0.81193855  0.65002838]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07439194972407093
trans_fromgood 0.9647473312433346 0.9664227062929888
trans_frombad 0.3574880248581171 0.41972984927971935
grad2 1.026433692323439 1.1030841937170723
grad3 0.998900208704609 1.1317343217083582
grad4 1.0525794696821822 1.1436778797272396
tfp 0.6402592229336113 0.6447239666020396
f =  41.65063695978981 , pars =  [-0.00606898  3.39335957  0.81135164  0.64965356]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07489731334381972
trans_fromgood 0.9647473312433346 0.9664043795823745
trans_frombad 0.3574880248581171 0.4304621475120538
grad2 1.026433692323439 1.1043639829469196
grad3 0.998900208704609 1.1290538283429137
grad4 1.0525794696821822 1.1399665190377841
tfp 0.6402592229336113 0.6435578108428394
f =  42.98954366199137 , pars =  [-0.00569858  3.39401873  0.81010857  0.64993976]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07474308632368983
trans_fromgood 0.9647473312433346 0.9664265174821177
trans_frombad 0.3574880248581171 0.4173030671075547
grad2 1.026433692323439 1.1036165562973403
grad3 0.998900208704609 1.1330190586551159
grad4 1.0525794696821822 1.1451867810049827
tfp 0.6402592229336113 0.6424973082958949
f =  44.31032239922451 , pars =  [-0.00548224  3.39333764  0.81057123  0.64867553]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07444976985956886
trans_fromgood 0.9647473312433346 0.9664036429228214
trans_frombad 0.3574880248581171 0.4282534613930619
grad2 1.026433692323439 1.105159243163384
grad3 0.998900208704609 1.1299950866928856
grad4 1.0525794696821822 1.1412333405367205
tfp 0.6402592229336113 0.6466319927965216
f =  45.105924811698 , pars =  [-0.00549776  3.39464409  0.81161877  0.64949983]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07454762239768412
trans_fromgood 0.9647473312433346 0.9664475062075752
trans_frombad 0.3574880248581171 0.41593090899644125
grad2 1.026433692323439 1.1054365394059458
grad3 0.998900208704609 1.1350644223826127
grad4 1.0525794696821822 1.1472145825314708
tfp 0.6402592229336113 0.64398920646685
f =  44.88099667815717 , pars =  [-0.00508523  3.39458696  0.81027774  0.64915357]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07454176915280246
trans_fromgood 0.9647473312433346 0.9664455892234723
trans_frombad 0.3574880248581171 0.41484478615150017
grad2 1.026433692323439 1.1057375962203173
grad3 0.998900208704609 1.135308344786761
grad4 1.0525794696821822 1.1476180697047504
tfp 0.6402592229336113 0.6424500137950324
f =  43.29636771670582 , pars =  [-0.00507994  3.39335597  0.81072262  0.64967593]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07460203010193119
trans_fromgood 0.9647473312433346 0.9664042587355866
trans_frombad 0.3574880248581171 0.4152258348563534
grad2 1.026433692323439 1.1031839437149862
grad3 0.998900208704609 1.1330600670741753
grad4 1.0525794696821822 1.1456476569571432
tfp 0.6402592229336113 0.6431291313548192
f =  43.184425258749535 , pars =  [-0.00481906  3.39397365  0.81129487  0.64957302]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07451957841062934
trans_fromgood 0.9647473312433346 0.9664250039660766
trans_frombad 0.3574880248581171 0.41871477657706785
grad2 1.026433692323439 1.103184909547329
grad3 0.998900208704609 1.1320349504057952
grad4 1.0525794696821822 1.1441553727587253
tfp 0.6402592229336113 0.6438000971747446
f =  44.95253011711318 , pars =  [-0.00654538  3.39366579  0.81057213  0.64920312]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0747850015573913
trans_fromgood 0.9647473312433346 0.9664146658442633
trans_frombad 0.3574880248581171 0.4161727934937357
grad2 1.026433692323439 1.1062394383036216
grad3 0.998900208704609 1.1359915987253952
grad4 1.0525794696821822 1.1478690342155418
tfp 0.6402592229336113 0.6427326917321018
f =  43.46891045416576 , pars =  [-0.00564165  3.39381874  0.8112907   0.64916021]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07460437201694842
trans_fromgood 0.9647473312433346 0.9664198021950455
trans_frombad 0.3574880248581171 0.418248328705911
grad2 1.026433692323439 1.103791905638683
grad3 0.998900208704609 1.1328216572577194
grad4 1.0525794696821822 1.1448668903435615
tfp 0.6402592229336113 0.6436335387892141
f =  45.07674236753697 , pars =  [-0.00566857  3.39402347  0.81080843  0.64936597]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07463359813735884
trans_fromgood 0.9647473312433346 0.966426676632801
trans_frombad 0.3574880248581171 0.4151932223428617
grad2 1.026433692323439 1.1060017477784383
grad3 0.998900208704609 1.1356654483080548
grad4 1.0525794696821822 1.1478434496152201
tfp 0.6402592229336113 0.6430244965739559
f =  43.67290184594172 , pars =  [-0.00570438  3.39417892  0.81089369  0.64907933]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07459163364715984
trans_fromgood 0.9647473312433346 0.9664318949506309
trans_frombad 0.3574880248581171 0.4167128014145666
grad2 1.026433692323439 1.1036379357236192
grad3 0.998900208704609 1.1335761768651247
grad4 1.0525794696821822 1.1456499098606623
tfp 0.6402592229336113 0.6432626541144683
f =  45.331336116906634 , pars =  [-0.00557403  3.3940335   0.81087498  0.64928413]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0744956082416727
trans_fromgood 0.9647473312433346 0.9664270130525359
trans_frombad 0.3574880248581171 0.4161813403244876
grad2 1.026433692323439 1.1054131425384015
grad3 0.998900208704609 1.1349028236602314
grad4 1.0525794696821822 1.1470146916382178
tfp 0.6402592229336113 0.6446046410870849
f =  43.665761502871774 , pars =  [-0.00574876  3.39404928  0.81092847  0.64930216]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07466150835841034
trans_fromgood 0.9647473312433346 0.966427542952348
trans_frombad 0.3574880248581171 0.417181858692182
grad2 1.026433692323439 1.1036917563496855
grad3 0.998900208704609 1.1337912560891348
grad4 1.0525794696821822 1.1456927906025594
tfp 0.6402592229336113 0.6432863833314517
f =  43.1438613352649 , pars =  [-0.00567184  3.3939621   0.81084538  0.64923811]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07459144113289673
trans_fromgood 0.9647473312433346 0.96642461595497
trans_frombad 0.3574880248581171 0.41697648561352346
grad2 1.026433692323439 1.1034003063613758
grad3 0.998900208704609 1.1325014569048646
grad4 1.0525794696821822 1.1449230414926772
tfp 0.6402592229336113 0.6432060453854546
f =  43.87277404315757 , pars =  [-0.00568782  3.39410459  0.8107898   0.64926055]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07449653664887299
trans_fromgood 0.9647473312433346 0.9664293999567396
trans_frombad 0.3574880248581171 0.4170199884041849
grad2 1.026433692323439 1.1031731130273816
grad3 0.998900208704609 1.1328619867531413
grad4 1.0525794696821822 1.1450122764379524
tfp 0.6402592229336113 0.6446654759478694
f =  43.26184481373121 , pars =  [-0.00564933  3.39411464  0.81092988  0.64931385]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07463579901944506
trans_fromgood 0.9647473312433346 0.9664297370632302
trans_frombad 0.3574880248581171 0.4176625057990534
grad2 1.026433692323439 1.103548604549711
grad3 0.998900208704609 1.1329724472230123
grad4 1.0525794696821822 1.1450707848545227
tfp 0.6402592229336113 0.6430397735419138
f =  45.12652841210834 , pars =  [-0.00567116  3.39403433  0.81094307  0.64922555]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07457979242849541
trans_fromgood 0.9647473312433346 0.9664270411650349
trans_frombad 0.3574880248581171 0.4148988284452822
grad2 1.026433692323439 1.1058454037458054
grad3 0.998900208704609 1.1355112863554444
grad4 1.0525794696821822 1.147760879394497
tfp 0.6402592229336113 0.6432913948601144
f =  43.50146699184501 , pars =  [-0.00568635  3.39409787  0.81087468  0.6492029 ]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.0744824722496117
trans_fromgood 0.9647473312433346 0.9664291742797239
trans_frombad 0.3574880248581171 0.418587129151062
grad2 1.026433692323439 1.1030841390107364
grad3 0.998900208704609 1.1319421957132711
grad4 1.0525794696821822 1.1440899925463541
tfp 0.6402592229336113 0.6446959525123641
f =  43.54355589295419 , pars =  [-0.00570591  3.39396339  0.81088707  0.64932551]
- current state of moments (data, sim):
mshare 0.07812250000000001 0.07463333643614772
trans_fromgood 0.9647473312433346 0.9664246594945147
trans_frombad 0.3574880248581171 0.4163684643108349
grad2 1.026433692323439 1.1036434499792458
grad3 0.998900208704609 1.1334502187738063
grad4 1.0525794696821822 1.1456735857887324
tfp 0.6402592229336113 0.6432360563299504
estimation did converge, now computing standard errors...
             value   free        se
name                               
sigma     2.097183  False       NaN
beta      0.970000  False       NaN
phi       0.304140  False       NaN
psi       0.168902  False       NaN
delta_h1 -0.005673   True  0.008271
delta_h2  3.394047   True  0.020384
eta       0.000000  False       NaN
tfp       0.810865   True  0.034114
price     0.650287   True  0.030244
risk      0.000000  False       NaN
